The above mentioned methods use single models. Note that there is also a line of using ensemble models for long-tailed classification, e.g., RIDE [1]} and CBD [2]}. For fair comparisons, we will not include their results in the experiments. But, in Appendix, we show that our xERM framework can be easily applied to RIDE for validating its effectiveness on ensemble models.
